Samfuran Yaduwa
Samfuran watsawa suna haifar da hotuna ta koyan juyar da tsarin surutu, juya bazuwar tsaye zuwa cikakkun hotuna mataki-mataki.
Dubawa
They power today's leading text-to-image tools like Stable Diffusion, DALL-E, and Midjourney.
Zurfafa nutsewa
Ana horar da samfurin yaduwa ta hanyoyi biyu. A cikin tsari na gaba, hoto mai tsabta yana lalacewa a hankali ta hanyar ƙara ƙaramar ƙarar ƙararrawa har sai ya zama tsattsauran matsayi. Sa'an nan samfurin ya koyi juzu'i: farawa daga amo, yana tsinkaya kuma yana cire ƙaramin ƙara a kowane mataki, maimaita sau da yawa ko ɗaruruwan har sai hoto mai kaifi ya fito. Don yin wannan abin sarrafawa, saƙon rubutu yana jagorantar kowane mataki na rashin amincewa, don haka "dan sama jannati yana hawa doki" yana tuƙi a tsaye zuwa wannan hoton. Tsarukan zamani kamar Stable Diffusion suna gudanar da wannan tsari a cikin madaidaicin sarari maimakon akan danyen pixels, yana mai da shi sauri. Idan aka kwatanta da GANs, samfuran watsa shirye-shirye suna horar da ƙarfi sosai kuma suna samar da bambance-bambance, wanda shine dalilin da ya sa suka mamaye GANs a matsayin babbar hanyar samar da hoto mai inganci a kusa da 2022.
Fahimtar Fasaha
Babban dabarar ita ce hanyar sadarwa ba ta taba samar da hoto a cikin harbi daya ba; kawai yana koyon tsinkayar amo da aka ƙara a wani mataki da aka ba shi. A lokacin horarwa, an ƙara yawan amo da aka sani zuwa hoto na ainihi kuma ana tambayar samfurin don kimanta wannan amo; bambanci shine kuskuren horo. A lokacin tsarawa, ƙirar ta kan rage hayaniyar da aka annabta, a hankali tana bayyana tsari. Ana yin alluran sanyaya rubutu ta hanyar jan hankali, kuma jagorar da ba ta da rarrabuwa tana haɓaka yadda sauri take tafiyar da fitarwa.
Dabarun Tasiri
Shawarwari masu haske
Yana taimaka muku keɓance bayyanannen da'awar fasaha daga harshen talla.
Kudin da kasafin kuɗi
Kuna iya yin mafi kyawun tambayoyin aiwatarwa kafin kashe kuɗi ko lokaci.
Ƙungiya da aikin aiki
Ƙungiyoyin da ke da fahimtar juna suna yin mafi kyawun samfura, manufofi, da yanke shawara na koyo.
Makomar Samfuran Yaduwa
Yadawa shine yanayin fasaha na hoto na yanzu, da ƙara bidiyo da sauti, tsarawa, tare da kayan aikin kamar Sora yana ƙaddamar da shi zuwa motsi. Babban turawa shine saurin: dabaru kamar distillation da samfuran daidaito suna nufin yanke ɗaruruwan matakan ƙin yarda har zuwa ɗimbin yawa ko ma ɗaya, yana ba da damar tsara lokaci na gaske. Yi tsammanin watsawa zai faɗaɗa cikin kadarorin 3D, ƙirar kimiyya kamar kwayoyin halitta da sunadaran, da kuma daidaitawa mai ƙarfi, yayin da ya zama mai arha don aiki akan wayoyi.
Aiwatar da Gaskiyar Duniya
Ƙirƙirar zane-zane na asali da hotuna daga faɗakarwar rubutu a cikin Stable Diffusion, DALL-E, da Midjourney
Yin fenti da fenti, cika ko fadada sassan hoto ba tare da wata matsala ba
Samar da bidiyo daga rubutu a cikin kayan aikin kamar OpenAI's Sora
Zana sabbin kwayoyin halitta da sifofi na gina jiki don binciken gano magunguna
Hatsari & Tsare-tsare
Ƙungiyoyi daban-daban na iya amfani da kalmar iri ɗaya daban, don haka ayyana iyaka da wuri.
Alamomi na iya yin kama da ƙarfi yayin da aikin zahirin duniya bai yi daidai ba.
Yin watsi da ingancin bayanai da tsare-tsaren kimantawa galibi yana haifar da sakamako mara ƙarfi.
Taswirar Hanya
Fara da ma'anar harshe a sarari na sakamakon da kuke buƙata.
Zaɓi ma'aunin nasara ɗaya da yanayin gazawa ɗaya kafin gwaji.
Gudun ƙaramin matukin jirgi tare da bayanan wakilci, ba saitin demo da aka goge ba.
Takaddun inda Samfuran Yadawa ke taimakawa kuma inda hanyoyin mafi sauƙi suka fi kyau.
Ci gaba da Bincike
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Jagora na gaba
Samfurin Yaduwa GLIDE
Tambayoyin da ake yawan yi
What is Diffusion Models?
Samfuran watsawa suna haifar da hotuna ta koyan juyar da tsarin surutu, juya bazuwar tsaye zuwa cikakkun hotuna mataki-mataki. Suna ƙarfafa manyan kayan aikin rubutu-zuwa hoto kamar Stable Diffusion, DALL-E, da Midjourney.
Menene ainihin ra'ayin da ke bayan yadda samfurin watsawa ke haifar da hoto?
Samfurin watsawa yana koyon jujjuya tsarin amo, yana farawa daga tsantsar amo da ƙin yarda mataki-mataki har sai hoto mai haske ya bayyana.
A lokacin horo, menene ainihin samfurin ya koya don tsinkaya a kowane mataki?
Ana ba da samfurin hoto mai hayaniya kuma ya koyi kimanta hayaniyar da aka ƙara, don haka daga baya zai iya rage hayaniya yayin tsarawa.
Ta yaya saƙon rubutu ke rinjayar hoton da aka ƙirƙira?
Daidaitaccen rubutu (ta hanyar jan hankali da jagora) yana ƙunshe kowane mataki na ƙin yarda don haka hoton da ke fitowa ya dace da faɗakarwa.
Me yasa Stable Diffusion ke gudanar da tsari a cikin 'latent space'?
Yin aiki a cikin ruɓaɓɓen sarari maimakon cikakken ƙudurin pixels yana rage ƙididdigewa yayin kiyaye inganci.
Menene babban fa'idar samfuran watsawa akan GANs?
Samfuran watsawa suna guje wa rashin kwanciyar hankali wasan hamayya da rugujewar yanayin GANs, yana ba da ƙarin ingantaccen horo da haɓaka iri-iri.